{"id":"W3127364317","doi":"10.1039/d0ma00613k","title":"Anticorrosion allyl sulfonate graft chitosan/graphene oxide nanocomposite material","year":2021,"lang":"en","type":"article","venue":"Materials Advances","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatoon Medical Imaging; University of Saskatchewan","funders":"University of Saskatchewan","keywords":"Graphene; Nanocomposite; Sulfonate; Oxide; Materials science; Chitosan; Brine; Corrosion; Chemical engineering; Composite material; Chemistry; Metallurgy; Nanotechnology; Organic chemistry; Sodium","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002787739,0.0003737914,0.0005391443,0.0000968536,0.000370669,0.0005294622,0.0002982211,0.0001347283,0.004890671],"category_scores_gemma":[0.00004271316,0.000335132,0.0001210959,0.0002357594,0.0001383672,0.0008734681,0.0002770021,0.000075966,0.0003267113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002816266,"about_ca_system_score_gemma":0.00005863589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006013085,"about_ca_topic_score_gemma":0.00002696875,"domain_scores_codex":[0.997193,0.0002532247,0.000720014,0.0007574756,0.0004911721,0.0005851064],"domain_scores_gemma":[0.9988971,0.00004265589,0.000273816,0.0005159859,0.0001202074,0.0001502887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000256739,0.0001429982,0.0002114184,0.00007352886,0.000001117945,0.00007563169,0.00004653076,0.00002607759,0.9982832,0.0003714719,0.0001318185,0.0003794723],"study_design_scores_gemma":[0.0005737412,0.00008759223,0.001520265,0.0001570035,0.00003711747,0.00010702,0.00005228763,0.000002455241,0.9921774,0.0006489741,0.00419618,0.0004399372],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991658,0.0004207168,0.0005906731,0.0001677667,0.005705934,0.0002723211,0.0005340939,0.0002980663,0.0003524782],"genre_scores_gemma":[0.9947568,0.0004671218,0.003515013,0.0002582067,0.0003727247,0.00006917016,0.000362898,0.00005187575,0.0001462404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006105768,"threshold_uncertainty_score":0.9999101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008895833402473595,"score_gpt":0.247124098191164,"score_spread":0.2382282647886904,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}